They can vary enormously in size. The military has all manner of firearms that require cartridges of different sizes.
To give a few examples, the Canadian Armed Forces standard service rifle uses a cartridge called, in civilian terms, .223 Remington. The military name for that cartridge is 5.56 by 45 millimetre NATO. It's essentially the same cartridge, but the military gives it a different name.